% latex table generated in R 3.5.0 by xtable 1.8-4 package
% Thu Jul 16 16:02:30 2020
\begin{longtable}{llll}
\caption{Summary Statistics} \\ 
  \hline
Variable & Mean & SD & Details \\ 
  \hline
Log Population & 10.527 & 0.464 & Log Constituency/Ward Population (WorldPop) \\ 
  Log Area & 9.899 & 0.9 & Log Constituency/Ward Area in Square Km (WorldPop) \\ 
  Log Enrollment & 6.12 & 1.544 & Log Number of Students in School +1 (Malawi Dept of Education) \\ 
  Log Teachers & 2.467 & 0.545 & Log Number of Teachers in School +1 (Malawi Dept of Education) \\ 
  ChildrenAttend=Yes & 0.797 & 0.402 & Whether incumbent's or family member's children attend school in the constituency=Yes  (survey) \\ 
  ChildrenAttend=No & 0.203 & 0.402 & Whether incumbent's or family member's children attend school in the constituency=No  (survey) \\ 
  ChildrenAttend=Don't Know & 0 & 0 & Whether incumbent's or family member's children attend school in the constituency=Don't Know  (survey) \\ 
  Incumbent's Children Attends School & 0.042 & 0.201 & Whether incumbent's children attends this school (survey) \\ 
  Incumbent's Relatives Attend School & 0.059 & 0.235 & Whether incumbent's family member's children attends this school (survey) \\ 
  Family Attends School & 0.077 & 0.266 & Whether incumbent's children or family member's children attends this school (survey) \\ 
  Incumbent Understood Maps & 0.848 & 0.359 & Whether incumbent correctly indicated a response in a test map (survey) \\ 
  Log Temporary Classrooms & 0.395 & 0.644 & Log Number of Temporary Classrooms in School +1 (Malawi Dept of Education) \\ 
  Log Permanent Classrooms & 1.859 & 0.714 & Log Number of Permanent Classrooms in School +1 (Malawi Dept of Education) \\ 
  Log Temporary Houses & 0.418 & 0.662 & Log Number of Temporary Teacher Houses in School +1 (Malawi Dept of Education) \\ 
  Log Permanent Houses & 1.097 & 0.742 & Log Number of Permanent Teacher Houses in School +1 (Malawi Dept of Education) \\ 
  Choice=Dictionary & 0.324 & 0.468 & Allocation decision on this map was about dictionaries (survey) \\ 
  Choice=Teacher Bags & 0.332 & 0.471 & Allocation decision on this map was about teacher bags (survey) \\ 
  Choice=Solar Lamps & 0.344 & 0.475 & Allocation decision on this map was about solar lamps (survey) \\ 
  Opposition Votes (LC) & 315.423 & 296.674 & Votes at Polling Station for Leading Opposition Candidate in Councillor Election (Malawi Electoral Commission) \\ 
  Opposition Percent (LC) & 0.238 & 0.156 & Percent Votes at Polling Station for Leading Opposition Candidate in Councillor Election (Malawi Electoral Commission) \\ 
  Opposition Votes (MP) & 342.646 & 348.945 & Votes at Polling Station for Leading Opposition Candidate in MP Election (Malawi Electoral Commission) \\ 
  Percent Votes (MP) & 0.253 & 0.179 & Percent Votes at Polling Station for Leading Opposition Candidate in MP Election (Malawi Electoral Commission) \\ 
  Victory Margin (MP) & 0.18 & 0.337 & Victory Margin at Polling Station for incumbent MP  (Malawi Electoral Commission) \\ 
  Pop Density at School & 9.786 & 16.697 & Population per Hectacre (World Pop Project) \\ 
  Pop Density at School & 9.774 & 16.663 & Population per Hectacre (World Pop Project) \\ 
  Poverty at School & 0.616 & 0.165 & Proportion of Area in Poverty (World Pop Project) \\ 
  Poverty at School & 0.616 & 0.165 & Proportion of Area in Poverty (World Pop Project) \\ 
  Turnout & 1349.688 & 943.132 & Turnout at Polling Station \\ 
  Log Votes & 7.011 & 0.643 & Log Votes at Polling Station \\ 
  Gender & 0.895 & 0.307 & Gender of respondent, male=1 and female=0 (survey) \\ 
  Education Plan=Yes & 0.678 & 0.467 & Incumbent's council has an education plan=Yes (survey) \\ 
  Education Plan=No & 0.315 & 0.465 & Incumbent's council has an education plan=No (survey) \\ 
  Education Plan=Don't Know & 0.007 & 0.082 & Incumbent's council has an education plan=Don't Know (survey) \\ 
  IncumbentTribe=Chewa & 0.356 & 0.479 & Incumbent is from Chewa tribe (survey) \\ 
  IncumbentTribe=Lomwe & 0.177 & 0.382 & Incumbent is from Lomwe tribe (survey) \\ 
  IncumbentTribe=Ngoni & 0.104 & 0.306 & Incumbent is from Ngoni tribe (survey) \\ 
  IncumbentTribe=Other & 0.104 & 0.306 & Incumbent is from Other tribe (survey) \\ 
  IncumbentTribe=Sena & 0.053 & 0.225 & Incumbent is from Sena tribe (survey) \\ 
  IncumbentTribe=Tumbuka & 0.067 & 0.25 & Incumbent is from Tumbuka tribe (survey) \\ 
  IncumbentTribe=Yao & 0.138 & 0.345 & Incumbent is from Yao tribe (survey) \\ 
  ConstituencyTribe=Chewa & 0.356 & 0.479 & Constituency is predominately from Chewa tribe (survey) \\ 
  ConstituencyTribe=Lomwe & 0.177 & 0.382 & Constituency is predominately from Lomwe tribe (survey) \\ 
  ConstituencyTribe=Ngoni & 0.104 & 0.306 & Constituency is predominately from Ngoni tribe (survey) \\ 
  ConstituencyTribe=Other & 0.104 & 0.306 & Constituency is predominately from Other tribe (survey) \\ 
  ConstituencyTribe=Sena & 0.053 & 0.225 & Constituency is predominately from Sena tribe (survey) \\ 
  ConstituencyTribe=Tumbuka & 0.067 & 0.25 & Constituency is predominately from Tumbuka tribe (survey) \\ 
  ConstituencyTribe=Yao & 0.138 & 0.345 & Constituency is predominately from Yao tribe (survey) \\ 
  Contest=Yes & 0.769 & 0.422 & Plan to contest election=Yes (survey) \\ 
  Contest=No & 0.035 & 0.184 & Plan to contest election=No (survey) \\ 
  Contest=Don't Know & 0.003 & 0.058 & Plan to contest election=Don't Know (survey) \\ 
  Contest=Undecided & 0.193 & 0.395 & Plan to contest election=Undecided (survey) \\ 
  Victory Margin in Ward & 0.262 & 0.193 & Victory margin of ward incumbent (Malawi Electoral Commission) \\ 
  Opposition Percent Votes in Ward & 0.23 & 0.074 & Percent votes for leading opposition candidate in ward (Malawi Electoral Commission) \\ 
  Turnout Percent in Ward & 0.699 & 0.072 & Turnout \% in the ward (Malawi Electoral Commission) \\ 
  Registered Voters in Ward & 18658.799 & 7679.371 & Registered voters in the ward (Malawi Electoral Commission) \\ 
  Victory Margin in Constituency & -0.002 & 0.196 & Victory margin of constituency incumbent (Malawi Electoral Commission) \\ 
  Opposition Votes in Constituency & 0.151 & 0.168 & Percent votes for leading oppositoin candidate in constituency (Malawi Electoral Commission) \\ 
  Votes in Constituency & 26929.83 & 14800.579 & Total votes in the constituency (Malawi Electoral Commission) \\ 
  HighestEd=Certificate & 0.304 & 0.46 & Incumbent's highest education level=Certificate (survey) \\ 
  HighestEd=Degree & 0.025 & 0.156 & Incumbent's highest education level=Degree (survey) \\ 
  HighestEd=Diploma & 0.1 & 0.3 & Incumbent's highest education level=Diploma (survey) \\ 
  HighestEd=PhD & 0 & 0 & Incumbent's highest education level=PhD (survey) \\ 
  HighestEd=Primary & 0.012 & 0.111 & Incumbent's highest education level=Primary (survey) \\ 
  HighestEd=Secondary & 0.559 & 0.497 & Incumbent's highest education level=Secondary (survey) \\ 
  Income1 & 0.356 & 0.479 & Incumbent household income 100,000-200,000 kwacha/month (survey) \\ 
  Income2 & 0.311 & 0.463 & Incumbent household income 200,000-400,000 kwacha/month (survey) \\ 
  Income3 & 0.124 & 0.329 & Incumbent household income 400,000-1,000,000 kwacha/month (survey) \\ 
  Income4 & 0.019 & 0.138 & Incumbent household income 1,000,000-5,000,000 kwacha/month (survey) \\ 
  Income5 & 0 & 0 & Over 5,000,000 kwacha/month (survey) \\ 
  Income6 & 0.19 & 0.393 & Under 100,000 kwacha/month (survey) \\ 
  IncomeDeclined & 0 & 0 & Incumbent declined to declare income (survey) \\ 
  LengthResidence1 & 0.007 & 0.082 & Incumbent resided in constituency less than 5 years (survey) \\ 
  LengthResidence2 & 0.031 & 0.172 & Incumbent resided in constituency 5-10 years (survey) \\ 
  LengthResidence3 & 0.212 & 0.409 & Incumbent resided in constituency more than 10 years (survey) \\ 
  LengthResidence4 & 0.739 & 0.439 & Incumbent resided in constituency all their life (survey) \\ 
  Length of Residence & 2.703 & 0.559 & 0-3 index of how long incumbent resided in constituency ($<$5 yrs, 5-10 yrs, $>$10yrs or entire life) (survey) \\ 
  LengthResidenceDontKnow & 0.008 & 0.089 & Incumbent doesn't know how long s/he resided in constituency (survey) \\ 
  Age & 42.659 & 9.334 & Incumbent age (survey) \\ 
  Married=OneWife & 0.879 & 0.327 & Incumbent is married with one wife (survey) \\ 
  Married=Divorced & 0 & 0 & Incumbent is divorced (survey) \\ 
  Married=Single & 0 & 0 & Incumbent is single (survey) \\ 
  Married=Widowed & 0.02 & 0.141 & Incumbent is widowed (survey) \\ 
  Married=DontKnow & 0.003 & 0.058 & Incumbent doesn't know marriage status (survey) \\ 
  Married=Multiple & 0.063 & 0.244 & Incumbent is married with multiple wives (survey) \\ 
  VoteAFORD & 0 & 0 & Incumbent would vote for AFORD party (survey) \\ 
  VoteDPP & 0.379 & 0.485 & Incumbent would vote for DPP party (survey) \\ 
  VoteIndependent & 0.003 & 0.058 & Incumbent would vote for Independent party (survey) \\ 
  VoteMCP & 0.337 & 0.473 & Incumbent would vote for MCP party (survey) \\ 
  VoteDeclined & 0.138 & 0.345 & Incumbent declined to declare party vote (survey) \\ 
  VotePP & 0.045 & 0.208 & Incumbent would vote for PP party (survey) \\ 
  VoteUDF & 0.098 & 0.297 & Incumbent would vote for UDF party (survey) \\ 
  Log School Count & 2.54 & 0.431 & Log number of primary schools in ward/constituency (Ministry of Education) \\ 
  Pop Density & 0.628 & 0.907 & Average number of persons per grid cell in ward/constituency (WorldPop) \\ 
  Incumbent Percent & 0.492 & 0.215 & Percent votes at polling station for incumbent (Malawi Electoral Commission) \\ 
  Incumbent Votes & 660.757 & 548.564 & Votes at polling station for incumbent (Malawi Electoral Commission) \\ 
  CouncilorPartyAFORD & 0.003 & 0.058 & Councilor ran under AFORD party (Malawi Electoral Commission) \\ 
  CouncilorPartyOther & 0.007 & 0.082 & Councilor ran under CCP, NASAF or UIP party (Malawi Electoral Commission) \\ 
  CouncilorPartyDPP & 0.358 & 0.48 & Councilor ran under DPP party (Malawi Electoral Commission) \\ 
  CouncilorPartyIndependent & 0.066 & 0.248 & Councilor ran as independent (Malawi Electoral Commission) \\ 
  CouncilorPartyMCP & 0.333 & 0.471 & Councilor ran under MCP party (Malawi Electoral Commission) \\ 
  CouncilorPartyPP & 0.117 & 0.321 & Councilor ran under PP party (Malawi Electoral Commission) \\ 
  CouncilorPartyUDF & 0.116 & 0.32 & Councilor ran under UDF party (Malawi Electoral Commission) \\ 
  MPPartyAFORD & 0.014 & 0.116 & MP ran under AFORD party (Malawi Electoral Commission) \\ 
  MPPartyOther & 0.054 & 0.227 & MP ran under CCP, NASAF or UIP party (Malawi Electoral Commission) \\ 
  MPPartyDPP & 0.137 & 0.344 & MP ran under DPP party (Malawi Electoral Commission) \\ 
  MPPartyIndependent & 0.285 & 0.451 & MP ran as independent (Malawi Electoral Commission) \\ 
  MPPartyMCP & 0.107 & 0.309 & MP ran under MCP party (Malawi Electoral Commission) \\ 
  MPPartyPP & 0.175 & 0.38 & MP ran under PP party (Malawi Electoral Commission) \\ 
  MPPartyUDF & 0.192 & 0.394 & MP ran under UDF party (Malawi Electoral Commission) \\ 
  MPPartyPPM & 0.037 & 0.19 & MP ran under PPM party (Malawi Electoral Commission) \\ 
  Aid Treatment & 0.382 & 0.486 & Equals one if a map was assigned the aid information treatment and zero otherwise \\ 
  Need Treatment & 0.5 & 0.5 & Equals one if a map was assigned the school need information treatment and zero otherwise \\ 
  Voting Treatment & 0.514 & 0.5 & Equals one if a map was assigned the percent votes information treatment and zero otherwise \\ 
  Knowledge of Schools & 0.477 & 0.303 & Average score in school knowledge questions (survey) \\ 
  Knowledge of Politics & 0.242 & 0.294 & Average score in political knowledge questions (survey) \\ 
  Knowledge of Donors & 0.122 & 0.223 & Average score in donor knowledge questions (survey) \\ 
  Aid Good Types & 0.699 & 0.668 & A count of the number of types of aid projects delivered by donors at this school (donors) \\ 
  Information Usefulness & 1.533 & 0.688 & A 0 to 2 scale indicating how useful the information was to the respondent (survey) \\ 
  Learning from Experiment & 0.285 & 0.451 & Whether the respondent indicated that they learned something from the experimental interaction (survey) \\ 
  Frequency of Donor Interaction & 0.794 & 1.005 & A 0 to five scale indicating how frequently incumbents interact with donors (survey) \\ 
  Student to Teacher Ratio & 73.066 & 33.54 & Number of students per teacher in a school (Ministry of Education EMIS Statistics) \\ 
  Student to Classroom Ratio & 135.682 & 255.765 & Number of students per class in a school (Ministry of Education EMIS Statistics) \\ 
  Temporary Classroom Ratio & 0.492 & 0.928 & Number of temporary to permanent classrooms in a school (Ministry of Education EMIS Statistics) \\ 
  School Need Index (ward) & -0.015 & 1.806 & Index of school need within the ward (Ministry of Education) \\ 
  School Need Index (constituency) & -0.013 & 1.871 & Index of school need within the constituency (Ministry of Education) \\ 
  School Need Index & -0.015 & 1.806 & Index of school need within the constituency or ward (Ministry of Education) \\ 
  Aid Project Count & 0.521 & 0.477 & Number of aid projects at school (various donors) \\ 
  Test Question Classes & 0.511 & 0.5 & Whether the respondent could correctly identify a school with the least number of permanent classes \\ 
  Test Question Votes & 0.312 & 0.463 & Whether the respondent could correctly identify a school with the least percentage of votes for the incumbent \\ 
  Test Question Enrollment & 0.613 & 0.487 & Whether the respondent could correctly identify a school with the highest number of students \\ 
  Test Question Projects & 0.211 & 0.408 & Whether the respondent could correctly identify a school with the most donor projects \\ 
  Test Question Enrollment Specific & 0.304 & 0.46 & Whether the respondent could correctly identify the range of enrollment at a chosen school \\ 
  Test Question Votes Specific & 0.172 & 0.377 & Whether the respondent could correctly identify the range of percent votes at a chosen school \\ 
  Test Question Aid Projects Specific & 0.033 & 0.173 & Whether the respondent could correctly identify one or more donors with projects on a map \\ 
  Donor Transparency Treatment & 0.252 & 0.434 &  \\ 
  Radio Transparency Treatment & 0.255 & 0.436 &  \\ 
  Any Transparency Treatment & 0.507 & 0.5 &  \\ 
  \hline
\label{tab_summary_c.survey}
\end{longtable}
